What's this about?
OmniEdu curates supervision for subject competence, curriculum grounding, diagnostic reasoning and teaching actions rather than mixing data only by source.
What exactly is pedagogical scaffolding?
It is temporary support that helps a learner reach the next step without simply giving the answer. A benchmark can score the response, but classroom benefit still needs human study.
Why does this matter?
Author-reported preprint; 99 HF upvotes.
- Models and the 69,999-example recipe are open.
- Education tuning improves all reported educational groups across scales.
- General benchmark retention does not establish student learning outcomes.